{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 常见概率分布的Matplotlib实现\n",
    ">文章来源于公众号：Python与算法社区，作者zglg\n",
    "\n",
    "本次实验所用的4种常见分布，连续分布的代表：beta分布、正态分布，均匀分布，离散分布的代表：二项分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import beta, norm, uniform, binom\n",
    "import matplotlib.pyplot as plt\n",
    "from functools import wraps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义带四个参数的画图装饰器\n",
    "def my_plot(label0=None,\n",
    "            label1=None,\n",
    "            ylabel='probability density function',\n",
    "            fn=None):\n",
    "    def decorate(f):\n",
    "        @wraps(f)\n",
    "        def myplot():\n",
    "            fig = plt.figure(figsize=(16, 9))\n",
    "            ax = fig.add_subplot(111)\n",
    "            x, y, y1 = f()\n",
    "            ax.plot(x, y, linewidth=2, c='r', label=label0)\n",
    "            ax.plot(x, y1, linewidth=2, c='b', label=label1)\n",
    "            ax.legend()\n",
    "            plt.ylabel(ylabel)\n",
    "            plt.show()\n",
    "            plt.savefig('img/%s' % (fn, ))\n",
    "            plt.close()\n",
    "\n",
    "        return myplot\n",
    "\n",
    "    return decorate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 均匀分布(uniform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "@my_plot(label0='b-a=1.0', label1='b-a=2.0', fn='uniform.png')\n",
    "def unif():\n",
    "    x = np.arange(-0.01, 2.01, 0.01)\n",
    "    y = uniform.pdf(x, loc=0.0, scale=1.0)\n",
    "    y1 = uniform.pdf(x, loc=0.0, scale=2.0)\n",
    "    return x, y, y1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二项分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "@my_plot(\n",
    "    label0='n=50,p=0.3',\n",
    "    label1='n=50,p=0.7',\n",
    "    fn='binom.png',\n",
    "    ylabel='probability mass function')\n",
    "def bino():\n",
    "    x = np.arange(50)\n",
    "    n, p, p1 = 50, 0.3, 0.7\n",
    "    y = binom.pmf(x, n=n, p=p)\n",
    "    y1 = binom.pmf(x, n=n, p=p1)\n",
    "    return x, y, y1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 高斯分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "@my_plot(label0='u=0.,sigma=1.0', label1='u=0.,sigma=2.0', fn='guass.png')\n",
    "def guass():\n",
    "    x = np.arange(-5, 5, 0.1)\n",
    "    y = norm.pdf(x, loc=0.0, scale=1.0)\n",
    "    y1 = norm.pdf(x, loc=0., scale=2.0)\n",
    "    return x, y, y1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## beta分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "@my_plot(label0='a=10., b=30.', label1='a=4., b=4.', fn='beta.png')\n",
    "def bet():\n",
    "    x = np.arange(-0.1, 1, 0.001)\n",
    "    y = beta.pdf(x, a=10., b=30.)\n",
    "    y1 = beta.pdf(x, a=4., b=4.)\n",
    "    return x, y, y1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制所有四种分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【均匀分布、二项分布、高斯分布、beta分布】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f4c04aac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f4e30a1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f4e6686d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAIMCAYAAAD8TlFZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xm81VW9//HXYhJkkLFSDwjKJDOKDELikIo4lpZl3czmfllpo3XTrt3brXs1Sxuv5VhqlmXkPCU4MYMgMgiKBijKoEwCCqzfH+tsOSpwNnD2/u7h9Xw8vo+1zz57+HhAHue911qfFWKMSJIkSZJUKhplXYAkSZIkSXUZVCVJkiRJJcWgKkmSJEkqKQZVSZIkSVJJMahKkiRJkkqKQVWSJEmSVFIMqpIkSZKkkmJQlSRJkiSVFIOqJEmSJKmkGFQlSZIkSSWlSdYF1NWxY8fYtWvXrMuQJEmSJDWw6dOnr4wxdsrnsSUVVLt27cq0adOyLkOSJEmS1MBCCC/k+1iX/kqSJEmSSopBVZIkSZJUUgyqkiRJkqSSUlJ7VCVJkiQpX2+++SZLly5l06ZNWZeiOpo3b05NTQ1Nmzbd49cwqEqSJEkqS0uXLqV169Z07dqVEELW5QiIMbJq1SqWLl1Kt27d9vh1XPorSZIkqSxt2rSJDh06GFJLSAiBDh067PUst0FVkiRJUtkypJaehvgzKWhQDSG0DSHcFkKYH0KYF0IYUcj3kyRJkqRy8Mgjj3DYYYfRpEkTbrvttrd974YbbqBHjx706NGDG264Ybde9z/+4z+4/PLL96imz3zmMwwcOJABAwZw1llnsX79egA2b97M2WefTffu3Rk2bBjPP//8Hr3+7ij0jOqVwL0xxt7AQGBegd9PkiRJkkpely5duP766znnnHPedv/q1au59NJLmTx5MlOmTOHSSy/l1VdfLUpNP/vZz5g1axazZ8+mS5cu/PKXvwTgmmuuoV27dixatIgLL7yQ73znOwWvpWBBNYTQBjgKuAYgxvhGjPG1Qr2fJEmSJBXbGWecweGHH07fvn25+uqr835e165dGTBgAI0avT2S3XfffRx//PG0b9+edu3acfzxx3PvvffuVk2zZs3i2GOPpUePHvzud7/L+3lt2rQBUkOkjRs3vrWEd9y4cZx77rkAnHXWWTz00EPEGHerpt1VyK6/BwMrgOtCCAOB6cDXYowbCviekiRJkqpRofaq1hPIrr32Wtq3b8/GjRs54ogjOPPMM+nQoQNnn302CxYseNfjv/71r/PJT35yp6+3bNkyOnfu/NbXNTU1LFu2bLdKnj17NpMmTWLDhg0MHjyYk08+mdatW/P+979/h4+/+eab6dOnDwDnnXced999N3369OGnP/3pu2pq0qQJ++23H6tWraJjx467VdfuKGRQbQIcBnwlxjg5hHAlcBFwcd0HhRA+D3we0vS3JEmSJJWLq666ittvvx2AJUuWsHDhQjp06MCtt966R6+3o5nK3W1OdPrpp9OiRQtatGjBMcccw5QpUzjjjDN48skn633uddddx9atW/nKV77CrbfeynnnndcgNe2uQu5RXQosjTFOrv36NlJwfZsY49UxxiExxiGdOnUqYDmSJEmSKlaMhbl2Yfz48Tz44INMnDiRWbNmMXjw4LeOZTn77LMZNGjQu64bb7xxl69ZU1PDkiVL3vp66dKlHHDAAbv1o3hniAwhsG7duh3WM2jQIObOnfu2xzdu3Jizzz6bv/71r++qacuWLaxZs4b27dvvVk27q2AzqjHG5SGEJSGEXjHGBcBxwNz6nidJkiRJ5WDNmjW0a9eOfffdl/nz5zNp0qS3vrenM6onnngi3/ve995qoHT//ffz4x//+F2PyzU6Ov/889/1vXHjxvHd736XDRs2MH78eH7yk5/QunXrXc6oxhh59tln6d69OzFG7rjjDnr37g3Aaaedxg033MCIESO47bbbOPbYY8t6RhXgK8BNIYTZwCDgvwv8fpIkSZJUFGPGjGHLli0MGDCAiy++mOHDh+f93KlTp1JTU8Nf/vIXvvCFL9C3b18A2rdvz8UXX8wRRxzBEUccwSWXXPLW7OVnP/tZpk2bBsD8+fPp0KHDDl976NChnHzyyQwfPpyLL744rxnZGCPnnnsu/fv3p3///rz00ktccsklQDq2ZtWqVXTv3p0rrriCn/zkJwC8+OKLjB07Nu//5t0RCt2taXcMGTIk5n7wkiRJkrQr8+bN49BDD826jEyccsop/O1vf6NZs2ZZl7JDO/qzCSFMjzEOyef5hWymJEmSJEkqgDvvvDPrEgqq0Et/JUmSJEnaLc6oStKGDbB0KTRqBF27QtOmWVckSZJU1ZxRlVSdYoRx4+CEE6BNG+jdG3r2hJYt4cwz4ZFHsq5QkiSpahlUJVWfl1+GU0+FM86ABx5IM6mHHAJdusCWLfC3v8Ho0fCpT8GaNVlXK0mSVHUMqpKqyzPPwIgRcNddsN9+8LOfpeC6aBG88EJaAnzxxbDPPnDDDfD+96f7JEmSVDQGVUnV44UX0kzp4sUwZAjMnQsXXAC1Z5MBcMAB8MMfwuzZaTnwU0/BqFHw4ovZ1S1JkirWbbfdRgiB3T2ms2vXrqxcuXKP33ft2rUceOCBnH/++Xv8GoVkUJVUHV57DU46CZYvh6OPhvHjUyjdmZ494fHHYdiwFHDHjoW1a4tVrSRJqgLr1q3jqquuYtiwYUV/74svvpjRo0cX/X3zZVCVVPlihC9+EebNg7594fbbU9Ok+rRvD3femULrrFnw2c+m15IkSap1xhlncPjhh9O3b1+uvvrq3XruxRdfzLe//W2aN2++R+992WWXMXToUIYOHcqiRYvyft706dN5+eWXOeGEE/bofYvBoCqp8t14I9x6K7RqBX//O7Rtm/9zO3ZM+1lbt4a//AX+7/8KV6ckSdpjIRTmqs+1117L9OnTmTZtGldddRWrVq0C4Oyzz2bQoEHvum688UYAZs6cyZIlSzjllFP2+L+5TZs2TJkyhfPPP58LLrgAgJtuummH73vWWWcBsG3bNr7xjW9w2WWX7fH7FoPnqEqqbK+8kvahAvziF9C9++6/RvfuKaCecw584xtw4onQrVvD1ilJksrSVVddxe233w7AkiVLWLhwIR06dODWW2/d6XO2bdvGhRdeyPXXX79X7/2xj33srfHCCy8E4OMf/zgf//jHd/qcX//614wdO5bOnTvv1XsXmkFVUmW76KK0P3XMGDj33D1/nY99DP7xD/jTn+BLX4J77snvY1ZJklQUWezOGT9+PA8++CATJ05k33335eijj2bTpk1AmlFdsGDBu57z9a9/ndNPP505c+Zw9NFHA7B8+XJOO+00/vGPfzBkyJC83z/U+V0kd/umm27a4Wxp9+7due2225g4cSKPPvoov/71r1m/fj1vvPEGrVq14ic/+cnu/KcXnEFVUuWaMgWuuw6aNYOrrtr7YPnzn8N996XrL3+Bj3ykYeqUJEllac2aNbRr1459992X+fPnM2nSpLe+t6sZVeBtHXuPPvpoLr/88h2G1OOOO44bb7yRAw888F3fu/XWW7nooou49dZbGTFiBFD/jOpNN9301u3rr7+eadOmlVxIBfeoSqpk3/teGi+8EHr02PvXe+97IfcP+UUXwebNe/+akiSpbI0ZM4YtW7YwYMAALr74YoYPH77Xr/niiy8yduxYIC0RXrRoEe3rHqVXx+bNmxk2bBhXXnklP/vZz/b6vT/72c/u9jE5hRJiCXWwHDJkSCyVH4ykMvfPf8Jxx8F++6VzU9u1a5jX3boVBg2COXPg8svTnlVJkpSJefPmceihh2ZdRsHMmTOHa6+9liuuuCLrUnbbjv5sQgjTY4x5rW12RlVSZfrBD9L4rW81XEgFaNwYcvs+/vu/Yd26hnttSZKkOvr161eWIbUhGFQlVZ7Jk+Gxx9Js6le/2vCvf+KJMHIkrF4Nv/1tw7++JElSlTOoSqo8uT0aX/hCOv+0oYUA3/9+un355bBxY8O/hyRJUhUzqEqqLC+8ALfdBk2awFe+Urj3OfFEOPzwdE7r739fuPeRJEm7VEo9d5Q0xJ+JQVVSZfnFL1LDo7PPhpqawr1P3VnV//kfeOONwr2XJEnaoebNm7Nq1SrDagmJMbJq1SqaN2++V6/jOaqSKsfrr8PvfpduX3hh4d/vtNOgTx+YOxf+9jf46EcL/56SJOktNTU1LF26lBUrVmRdiupo3rw5NXs5YWBQlVQ5/vpXWLsWhg9Py3ILrVGjtLz4S1+CX/7SoCpJUpE1bdqUbt26ZV2GCsClv5Iqx7XXpvHTny7ee37iE9CmDTz+OMycWbz3lSRJqmAGVUmV4bnnYPx4aNEi7U8tllat4Lzz0u1f/ap47ytJklTBDKqSKsP116fxrLPSDGcxffnLabzpJli1qrjvLUmSVIEMqpLK39at24NqbnazmHr0SMfVbNqUwqokSZL2ikFVUvmbMAGWLIGuXWH06Gxq+Mxn0pgLzJIkSdpjBlVJ5e/Pf07jOeekTrxZOO00aNcuNVSaNSubGiRJkiqEQVVSeduyJZ1hCvDhD2dXxz77pKAMzqpKkiTtJYOqpPL2yCOwYgV07w4DB2Zby6c+lcY//hHeeCPTUiRJksqZQVVSecst+/3IRyCEbGs5/HDo1w9WroS77862FkmSpDJmUJVUvkpl2W9OCHDuuen2zTdnW4skSVIZM6hKKl8TJqRlvz16ZL/sN+fss9N4552wfn22tUiSJJUpg6qk8jVuXBrPPDP7Zb85nTvDyJGwcSPccUfW1UiSJJUlg6qk8hRjmrWEdDRMKcnNqt56a7Z1SJIklSmDqqTyNHcuLF4MnTrB0KFZV/N2H/5wOs/1nnvgtdeyrkaSJKnsGFQllafcbOrYsdC4cba1vNP73gejR6cjav7+96yrkSRJKjsGVUnlKRdUTzkl2zp2Jrf8N3d8jiRJkvJmUJVUflatgieegKZN4YQTsq5mxz74wdTg6aGHYN26rKuRJEkqKwZVSeXn3nth27a0vLZNm6yr2bH3vAeOPDIt/7333qyrkSRJKisGVUnl56670njyydnWUZ8zzkhj7hgdSZIk5cWgKqm8bNsGDzyQbo8Zk20t9Tn99DTedRe8+Wa2tUiSJJURg6qk8jJrFqxcCTU10KtX1tXsWo8e0KdPOqLmkUeyrkaSJKlsGFQllZfcbOrxx6dmRaUut/zXY2okSZLyZlCVVF5yQbVUu/2+U27577hxEGO2tUiSJJUJg6qk8rFxIzz6aLp93HHZ1pKvIUPggANgyRKYOTPraiRJksqCQVVS+XjsMdi8GQYPhk6dsq4mP40awWmnpdsu/5UkScqLQVVS+ai7P7Wc1O3+K0mSpHoZVCWVj3INqqNHQ/PmMGMGvPxy1tVIkiSVPIOqpPLw6qvpaJpmzWDkyKyr2T0tWsAxx6Tb992XbS2SJEllwKAqqTw8+mjqmjtsWAp+5WbMmDTec0+2dUiSJJUBg6qk8jBhQhpHj862jj110klpvP9+2Lo121okSZJKnEFVUnkYPz6NRx+dZRV7rkcPOOQQWL0apk7NuhpJkqSSZlCVVPrWrIEnn4SmTWHEiKyr2XMu/5UkScqLQVVS6XvsMdi2DY44AvbdN+tq9lxu+e+992ZbhyRJUokzqEoqfeW+PzXn6KNT1+KpU2HFiqyrkSRJKlkGVUmlr9z3p+a0bJnCdoypqZIkSZJ2yKAqqbStWwczZkDjxnDkkVlXs/dy+1Rd/itJkrRTBlVJpW3KlHScy+DB0KpV1tXsvRNOSONDD6WZVUmSJL2LQVVSaXviiTSOHJltHQ2lb19473vhpZdg/vysq5EkSSpJBlVJpS0XVCth2S9ACHDccen2gw9mW4skSVKJMqhKKl3btsHEiel2pQRV2B5UH3oo2zokSZJKlEFVUumaNw/WrIHOnaGmJutqGs4HPpDGhx+GLVuyrUWSJKkEGVQlla5KW/ab06ULdO8Oa9fC9OlZVyNJklRyDKqSSlelBlVwn6okSdIuGFQlla5KDqq55b/uU5UkSXqXJoV88RDC88A6YCuwJcY4pJDvJ6mCrFwJzzwDLVrAwIFZV9PwjjkmdQB+/HF4/XXYd9+sK5IkSSoZxZhRPSbGOMiQKmm35Lr9Dh0KTZtmW0shdOgAgwfDG2/AY49lXY0kSVJJcemvpNL0+ONprMRlvzkeUyNJkrRDhQ6qEbg/hDA9hPD5Ar+XpEpSyftTc449No3jx2dahiRJUqkp6B5VYGSM8cUQwnuAB0II82OMj9R9QG2A/TxAly5dClyOpLLw5pswdWq6PXx4trUU0siR0LhxOqJm3Tpo3TrriiRJkkpCQWdUY4wv1o6vALcDQ3fwmKtjjENijEM6depUyHIklYunnoJNm9JZox07Zl1N4bRuDYcdBlu3bp9BliRJUuGCagihZQihde42cAIwp1DvJ6mC5GZTh77rs63KM3p0GidMyLYOSZKkElLIGdX3Ao+FEGYBU4C7Yoz3FvD9JFWKXFA94ohs6ygGg6okSdK7FGyPaozxOaACDz+UVHBTpqSxGmZUR41K56lOnep5qpIkSbU8nkZSadmwAZ5+OjUZGjQo62oKr23bdJ7qm29uPztWkiSpyhlUJZWWmTNh2zbo1696Zhdd/itJkvQ2BlVJpaWaGinlGFQlSZLexqAqqbTk9qdWQyOlnPe/P+1TnTw5HcsjSZJU5QyqkkpLNXX8zWnfHvr3h82bYdKkrKuRJEnKnEFVUulYvRqefRZatIC+fbOuprhc/itJkvQWg6qk0pGbTR08GJo2zbaWYjOoSpIkvcWgKql0VOOy35yjjkrjxIlpCbAkSVIVM6hKKh3V2PE3p1OntNx506btPwdJkqQqZVCVVDqqeUYVUvdfgMcfz7YOSZKkjBlUJZWGl15K1377QffuWVeTjZEj0/jYY9nWIUmSlDGDqqTSMHNmGgcNSmeKVqNRo9L4xBOwbVu2tUiSJGXIoCqpNOSC6uDB2daRpYMOggMOSMf0LFiQdTWSJEmZMahKKg0zZqTxsMOyrSNLIbj8V5IkCYOqpFLhjGqSC6o2VJIkSVXMoCope6++CosXQ/Pm0Lt31tVkK7dP1aAqSZKqmEFVUvaefDKN/ftDkybZ1pK1gQOhZUtYtAhefjnraiRJkjJhUJWUvdyy32ren5rTpAkMG5ZuO6sqSZKqlEFVUvbcn/p27lOVJElVzqAqKXsG1bdzn6okSapyBlVJ2Xr9dZg3Dxo3TntUBcOHQ6NGMH16+vlIkiRVGYOqpGw99RRs2waHHgotWmRdTWlo0yaF9i1bYOrUrKuRJEkqOoOqpGy57HfH3KcqSZKqmEFVUrZmzEijQfXt3KcqSZKqmEFVUracUd2x3IzqE0+kpdGSJElVxKAqKTtvvpn2qAIMGpRtLaWmSxeoqYHXXoO5c7OuRpIkqagMqpKyM38+bN4MBx8MbdtmXU3pcZ+qJEmqUgZVSdlxf+qu5fapPvZYtnVIkiQVmUFVUnbcn7prRx6ZxkmTsq1DkiSpyAyqkrIza1Ya3Z+6Y/37p7NlFy2CFSuyrkaSJKloDKqSshEjzJ6dbg8cmG0tpappUzjiiHR78uRsa5EkSSoig6qkbLz4IqxeDe3awYEHZl1N6Ro+PI0u/5UkSVXEoCopG7nZ1AEDIIRsaylluaA6cWK2dUiSJBWRQVVSNuoGVe1cLqhOmQJbt2ZbiyRJUpEYVCVlw6Can/33h4MOgvXrYe7crKuRJEkqCoOqpGwYVPPn8l9JklRlDKqSim/zZpg/P+1N7ds362pK34gRabShkiRJqhIGVUnFN38+bNkC3btDy5ZZV1P67PwrSZKqjEFVUvG57Hf3DBoEzZrBvHnw6qtZVyNJklRwBlVJxWdQ3T377AOHH55uT5mSbS2SJElFYFCVVHwG1d3n8l9JklRFDKqSis+guvvs/CtJkqqIQVVSca1YAcuXQ6tW0LVr1tWUj1zn38mTYdu2bGuRJEkqMIOqpOJ66qk09u8PjfwnKG81NXDAAfDaa/DMM1lXI0mSVFD+liipuFz2u2dCcPmvJEmqGgZVScVlUN1zueW/NlSSJEkVzqAqqbgMqnvOzr+SJKlKGFQlFc+WLfD00+l2//7Z1lKODj8cmjSBOXNg3bqsq5EkSSoYg6qk4lm0CDZtgoMOgv32y7qa8tOiBQwalLr+Tp2adTWSJEkFY1CVVDy5Zb/Opu45l/9KkqQqYFCVVDxz5qTR/al7zqAqSZKqgEFVUvHk9qf27ZttHeWsbuffGLOtRZIkqUAMqpKKJzejalDdc926QceOsGIFPP981tVIkiQVhEFVUnFs2pSaKTVuDL16ZV1N+QoBhg5Nt6dMybYWSZKkAjGoSiqO+fNTt9ru3aF586yrKW8GVUmSVOEMqpKKI7c/tV+/bOuoBLmgOnlytnVIkiQViEFVUnG4P7Xh5ILqjBnw5pvZ1iJJklQABlVJxeGMasPp0AEOOQQ2btz+c5UkSaogBlVJxeGMasMaNiyNLv+VJEkVyKAqqfA2bIDFi6FpU+jRI+tqKoMNlSRJUgUzqEoqvLlz09irVwqr2nsGVUmSVMEMqpIKz/2pDW/wYGjSJP1s163LuhpJkqQGZVCVVHjuT214zZvDwIEQI0yfnnU1kiRJDcqgKqnwnFEtDM9TlSRJFcqgKqnwnFEtjFznX/epSpKkCmNQlVRYa9bA0qVpqerBB2ddTWWxoZIkSapQBlVJhZVb9nvoodC4cba1VJpevaBNm/RBwIsvZl2NJElSgyl4UA0hNA4hzAwh3Fno95JUgtyfWjiNGsERR6TbzqpKkqQKUowZ1a8B84rwPpJKkftTC8vlv5IkqQIVNKiGEGqAk4HfF/J9JJWw3IyqQbUwcg2V7PwrSZIqSKFnVH8OfBvYVuD3kVSqcjOqLv0tjNyM6tSpsM1/aiVJUmUoWFANIZwCvBJj3OVJ9CGEz4cQpoUQpq1YsaJQ5UjKwsqV8PLL0LIldOmSdTWVaf/9oaYG1q2DBQuyrkaSJKlBFHJGdSRwWgjheeBPwLEhhD++80ExxqtjjENijEM6depUwHIkFV3dZb+NbDJeMC7/lSRJFaZgvznGGL8bY6yJMXYFPgr8M8b4iUK9n6QS5P7U4rChkiRJqjBOcUgqHPenFodBVZIkVZiiBNUY4/gY4ynFeC9JJcQZ1eIYMiQtrZ41CzZuzLoaSZKkveaMqqTCmTs3jX36ZFtHpWvVKv2Mt2yBJ5/MuhpJkqS9ZlCVVBgrV6ardevUlVaFZUMlSZJUQQyqkgpj3rw09u4NIWRbSzVwn6okSaogBlVJhZFb9nvoodnWUS0MqpIkqYIYVCUVRm5G1f2pxdGvH7RoAc8+m5ZcS5IklTGDqqTCyAVVZ1SLo0kTOPzwdHvq1GxrkSRJ2ksGVUmFYVAtPpf/SpKkCmFQldTw1q2DJUtgn32gW7esq6kedv6VJEkVokl9Dwgh7AOcCXSt+/gY4w8LV5aksjZ/fhp79kxLUlUcdWdUY7TbsiRJKlv5zKiOA04HtgAb6lyStGMu+83GQQdBp06wahU891zW1UiSJO2xfKY6amKMYwpeiaTK4dE02QghLf+98840q3rIIVlXJEmStEfymVF9IoTQv+CVSKocHk2THRsqSZKkCpDPjOoo4FMhhMXAZiAAMcY4oKCVSSpfLv3NTq6hkkFVkiSVsXyC6kkFr0JS5di8GZ59Fho1Ss2UVFxDhqRxxgx4801o2jTbeiRJkvZAvUt/Y4wvAG2BU2uvtrX3SdK7PfMMbNsGBx+cjqdRcbVvDz16wKZN8NRTWVcjSZK0R+oNqiGErwE3Ae+pvf4YQvhKoQuTVKbcn5o9l/9KkqQyl08zpc8Aw2KMl8QYLwGGA58rbFmSypb7U7OXa6g0eXK2dUiSJO2hfIJqALbW+Xpr7X2S9G4G1ezZ+VeSJJW5fJopXQdMDiHcXvv1GcA1hStJUlnLnaHq0t/sDBqUmijNmwdr10KbNllXJEmStFvyaaZ0BXAesBp4FTgvxvjzQhcmqQxt3ZqaKQH07p1tLdVsn31SWI0Rpk3LuhpJkqTdttOgGkJoUzu2B54H/gj8AXih9j5JervFi9PxNDU10Lp11tVUN5f/SpKkMrarGdWba8fpwLQ6V+5rSXq73LJf96dmz86/kiSpjO10j2qM8ZTasVvxypFU1jyapnTY+VeSJJWxfM5RfSif+yTJjr8lpEcP2G8/ePFFWLYs62okSZJ2y672qDav3YvaMYTQLoTQvvbqChxQrAIllRGDaulo1Mh9qpIkqWztakb1C6T9qL1rx9w1DvhV4UuTVFZiNKiWGpf/SpKkMrWrPapXAleGEL4SY/xFEWuSVI6WLYN166BjR+jUKetqBM6oSpKkslXvHlVgWwihbe6L2mXA/6+ANUkqR86mlp5cUJ02LZ1xK0mSVCbyCaqfizG+lvsixvgq8LnClSSpLBlUS8/73gdduqSZ7vnzs65GkiQpb/kE1UYhhJD7IoTQGGhWuJIklaXcGaoeTVNaXP4rSZLKUD5B9T7gzyGE40IIxwK3APcWtixJZccZ1dI0bFgaDaqSJKmM7LSZUh3fIXUA/hIQgPuB3xeyKEllyKBamuz8K0mSylC9QTXGuA34Te0lSe+2ciWsWAGtWkFNTdbVqK7DDktnqs6eDRs3QosWWVckSZJUr3qX/oYQRoYQHgghPBNCeC6EsDiE8FwxipNUJurOpm7f0q5S0KoV9OuXuv7OnJl1NZIkSXnJZ4/qNcAVwCjgCGBI7ShJict+S5vLfyVJUpnJJ6iuiTHeE2N8Jca4KncVvDJJ5cOgWtpsqCRJkspMPs2UHg4hXAb8DdicuzPGOKNgVUkqL7mjaQyqpckjaiRJUpnJJ6jWfhTPkDr3ReDYhi9HUlnKzah6hmpp6tMH9t0XnnsuNb3q1CnriiRJknYpn66/xxSjEEllav16WLIEmjWDbt2yrkY70qQJDBkCjzwCU6fC2LFZVyRJkrRL9QbVEMIlO7o/xvjDhi9HUtmZPz+NPXumQKTSNHRoCqpTphhUJUkgLqdOAAAgAElEQVRSycvnt8oNdW43B04B5hWmHEllJ7c/1WW/pc3Ov5IkqYzks/T3p3W/DiFcDvyjYBVJKi92/C0PdTv/xuh5t5IkqaTlczzNO+0LHNzQhUgqUwbV8tC5M7z3vbB6dWqqJEmSVMLqDaohhKdCCLNrr6eBBcCVhS9NUlkwqJaHEFz+K0mSysZOg2oIIde+8xTg1NrrBOCAGOMvi1CbpFK3eTMsWgSNGqVmSiptdZf/SpIklbBdzajeVjteG2N8ofZaFmPcUozCJJWBhQth2zY4+GBo3jzralSf3IyqQVWSJJW4XTVTahRC+AHQM4Tw9Xd+M8Z4ReHKklQWXPZbXo44Io0zZsAbb6SzbyVJkkrQrmZUPwpsIoXZ1ju4JFW73NE0BtXy0LYt9OqVlmw/9VTW1UiSJO3UTmdUY4wLgP8JIcyOMd5TxJoklYvcjKpnqJaPoUNhwYLUUOnww7OuRpIkaYfq7fprSJW0Uy79LT/uU5UkSWVgT85RlSTYujXNzAH07p1tLcqfnX8lSVIZMKhK2jOLF6e9jjU10KZN1tUoXwMGpCZK8+fDmjVZVyNJkrRD9QbVEMK0EMKXQwjtilGQpDLhst/ytM8+MGgQxAjTpmVdjSRJ0g7lM6P6UeAAYGoI4U8hhBNDCKHAdUkqdQbV8uXyX0mSVOLyaaa0KMb470BP4GbgWuBfIYRLQwjtC12gpBJlUC1fuYZKkydnW4ckSdJO5LVHNYQwAPgpcBnwV+AsYC3wz8KVJqmk5c5Q9Wia8lM3qMaYbS2SJEk7sNNzVHNCCNOB14BrgItijJtrvzU5hDCykMVJKlExOqNaznr0gLZtYflyWLYsNcSSJEkqIfnMqH44xnhcjPHmXEgNIXQDiDF+qKDVSSpNL74I69ZBhw7QqVPW1Wh3heDyX0mSVNLyCaq35XmfpGrhbGr5s6GSJEkqYTtd+htC6A30BfYLIdSdOW0DNC90YZJKmPtTy19uRtWgKkmSStCu9qj2Ak4B2gKn1rl/HfC5QhYlqcQ5o1r+ckF12jTYuhUaN862HkmSpDp2GlRjjOOAcSGEETHGiUWsSVKpM6iWv/e8B7p2heefT3+e/fplXZEkSdJbdrX099sxxv8FzgkhfOyd348xfrWglUkqXS79rQxDh6agOmWKQVWSJJWUXTVTqp0yYRowfQeXpGq0ahWsWAGtWnmsSbmz868kSSpRu1r6e0fteEPuvhBCI6BVjHFtEWqTVIpyy357907HnKh82flXkiSVqHqPpwkh3BxCaBNCaAnMBRaEEL5V+NIklST3p1aOwYNTE6WnnoLXX8+6GkmSpLfkc45qn9oZ1DOAu4EuwL8VtCpJpcv9qZWjZUvo3z91/Z02LetqJEmS3pJPUG0aQmhKCqrjYoxvArG+J4UQmocQpoQQZoUQng4hXLq3xUoqAc6oVpYRI9I40ebukiSpdOQTVP8PeB5oCTwSQjgIyGeP6mbg2BjjQGAQMCaEMHxPC5VUIgyqlSUXVCdNyrYOSZKkOnbaTCknxngVcFWdu14IIRyTx/MisL72y6a1V70zsZJK2Pr18K9/QbNmcPDBWVejhjC89vPDiRMhRhtkSZKkklBvUA0h7AOcCXR9x+N/mMdzG5OOsukO/CrG6BkIUjmbPz+NPXtCk3r/+VA56N4dOnaEl19OZ6p265Z1RZIkSXkt/R0HnA5sATbUueoVY9waYxwE1ABDQwjvOlE+hPD5EMK0EMK0FStW5F+5pOJz2W/lCeHts6qSJEklIJ8pkZoY45i9eZMY42shhPHAGGDOO753NXA1wJAhQ1waLJUyO/5WphEj4M470z7Vc87JuhpJkqS8ZlSfCCH0390XDiF0CiG0rb3dAvgAMH93X0dSCXFGtTI5oypJkkpMPjOqo4BPhRAWkzr5BlKvpAH1PG9/4IbafaqNgD/HGO/cq2olZSs3o2pQrSxDh0KjRvDkk7BxI7RokXVFkiSpyuUTVE/akxeOMc4GBu/JcyWVoM2b4dlnU6Dp2TPratSQWrWC/v1h1iyYNg3e//6sK5IkSVWu3qW/McYXgM6kM1FfAF7P53mSKszChbBtWzqWpnnzrKtRQ8udp+ryX0mSVALqDZwhhB8A3wG+W3tXU+CPhSxKUgly2W9lywXVSZOyrUOSJIn8ZkY/CJxG7ZE0McYXgdaFLEpSCco1UrLjb2Wq21Ap2oBdkiRlK5+g+kaMMQIRIITQsrAlSSpJdvytbD16QIcOsHw5vPBC1tVIkqQql09Q/XMI4f+AtiGEzwEPAr8rbFmSSo5LfytbCB5TI0mSSkY+zZQuB24D/gr0Ai6JMf6i0IVJKiFbt8Izz6TbvXtnW4sKx32qkiSpRORzPA0xxgeABwpci6RStXhxOp6mpgbatMm6GhWKM6qSJKlE7DSohhDWUbsvdUdijP62KlULl/1Wh6FD0zm5M2fCxo3QokXWFUmSpCq106W/McbWtWH058BFwIFADemomv8qTnmSSoKNlKpD69bQrx9s2QLTp2ddjSRJqmL5NFM6Mcb46xjjuhjj2hjjb4AzC12YpBLi0TTVw32qkiSpBOQTVLeGED4eQmgcQmgUQvg4sLXQhUkqIS79rR7uU5UkSSUgn6B6DvAR4OXa68O190mqBjHC/PnptkG18uVmVCdOTH/2kiRJGai362+M8Xng9MKXIqkkLVsG69ZBx47QqVPW1ajQevaE9u3hpZfgX/+Cgw7KuiJJklSF8plRlVTNXPZbXULYvvzXfaqSJCkjBlVJu2bH3+rjPlVJkpSxeoNqCKFxMQqRVKLs+Ft96u5TlSRJykA+M6qLQgiXhRD8LVWqRi79rT5Dh6YlwDNnwsaNWVcjSZKqUD5BdQDwDPD7EMKkEMLnQwhtClyXpFLh0t/q06YNDBgAb74JU6dmXY0kSapC9QbVGOO6GOPvYoxHAt8GfgC8FEK4IYTQveAVSsrOihWwciW0agU1NVlXo2IaNSqNjz+ebR2SJKkq5bVHNYRwWgjhduBK4KfAwcAdwN0Frk9SlurOpoaQbS0qrpEj0/jYY9nWIUmSqlK956gCC4GHgctijE/Uuf+2EMJRhSlLUklw2W/1ys2oPvEEbNsGjWwSL0mSiief3zw+GWP8TN2QGkIYCRBj/GrBKpOUPYNq9ercOV2vvba9oZYkSVKR5BNUr9rBfb9o6EIklaBcQPFomuqUm1V1+a8kSSqynS79DSGMAI4EOoUQvl7nW20Az1aVqoEzqtVt1Ci45ZbUUOmLX8y6GkmSVEV2tUe1GdCq9jGt69y/FjirkEVJKgFr18LSpdCsGXTrlnU1yoINlSRJUkZ2GlRjjBOACSGE62OMLxSxJkmlYP78NPbqBU3y6bumitOvXzpT9fnnYdkyOPDArCuSJElVYqd7VEMIP6+9+csQwj/eeRWpPklZcdmvGjeGESPSbc9TlSRJRbSraZI/1I6XF6MQSSXGoCpI+1Tvuy8t//3IR7KuRpIkVYldLf2dXjtOKF45kkqGHX8F2/epOqMqSZKKaFddf58C4s6+H2McUJCKJJWGXFB1RrW6DR2a9ig/+SSsWwetW9f/HEmSpL20q6W/pxStCkml5fXX4bnn0h7Fnj2zrkZZatkSDjsMpkyBSZPg+OOzrkiSJFWBnTZTijG+sKurmEVKKrL58yFG6NED9tkn62qUNZf/SpKkIttV19/Hasd1IYS17xyLV6Kkonv66TT27ZttHSoNo0al0fNUJUlSkeyqmdKo2tENSVK1MaiqrtyM6qRJsGWL5+pKkqSC2+mMal0hhMNCCF8NIXwlhDC40EVJyphBVXW9973QvTts2ACzZmVdjSRJqgL1BtUQwiXADUAHoCNwfQjh+4UuTFKGDKp6p9ysqst/JUlSEeQzo/ox4IgY4w9ijD8AhgMfL2xZkjKzYQMsXpyWd/bokXU1KhW5fao2VJIkSUWQT1B9Hmhe5+t9gGcLUo2k7M2bl8aePaFZs2xrUemo21Ap7vSIbUmSpAax044YIYRfABHYDDwdQnig9uvjAdd+SZXKZb/akV69oEMHeOmlNON+8MFZVyRJkirYrlo3TqsdpwO317l/fMGqkZQ9g6p2JIQ0qzpuHEyYYFCVJEkFtavjaW4oZiGSSoRBVTszenQKqo88Auedl3U1kiSpgtV7GF4IoQfwY6APdfaqxhj9OF2qRAZV7czo0WmcMCHbOiRJUsXLp5nSdcBvgC3AMcCNwB8KWZSkjKxfDy+8AE2bpnMzpboGDoT99kt7VJcsyboaSZJUwfIJqi1ijA8BIcb4QozxP4BjC1uWpEzMnZvGXr1SWJXqatx4e/dfZ1UlSVIB5RNUN4UQGgELQwjnhxA+CLynwHVJyoLLflUfl/9KkqQiyCeoXgDsC3wVOBz4N+DcQhYlKSMGVdXnqKPSaFCVJEkFVG8zpRjjVIDaWdWvxhjXFbwqSdkwqKo+hx0GLVvCwoXpTNX998+6IkmSVIHqnVENIQwJITwFzAaeCiHMCiEcXvjSJBWdQVX1adoURo5Mtx95JNtaJElSxcpn6e+1wP+LMXaNMXYFvkzqBCypkqxdmzq5NmsGhxySdTUqZe5TlSRJBZZPUF0XY3w090WM8THA5b9Spcl1/O3dG5rUuytA1cygKkmSCmynv42GEA6rvTklhPB/wC1ABM4Gxhe+NElF5bJf5WvIEGjePH24sWIFdOqUdUWSJKnC7Gra5Kfv+PoHdW7HAtQiKUu5GVWDquqzzz4wYgQ8/HDap3rmmVlXJEmSKsxOg2qM8ZhiFiIpY86oaneMHp2C6oQJBlVJktTg8un6u18I4YoQwrTa66chhP2KUZykIjKoane4T1WSJBVQvl1/1wEfqb3WYtdfqbKsWQNLl6Z9hwcfnHU1KgfDhqUO0U89BatXZ12NJEmqMPm09jwkxlh3XdelIYQnC1WQpAzkZlN794bGjbOtReWhRYsUVh99FB57DE47LeuKVGvjRli2LH32tGwZvPQSvPpqul57bfu4di288Ua63nxz+7h1a2r83bRpupo0SduSW7eGtm1hv/22X+3awf77wwEHpOvAA1NvLf8ZkSTtrXyC6sYQwqjaY2kIIYwENha2LElF9dRTaezXL9s6VF6OOioF1fHjDapFtmoVLFgAzzyz/Vq4MIXTrCe4GzdO4bV7d+jR4+1X9+4p9EqSVJ98guoXgRvr7Et9FTi3cCVJKrpcUB0wINs6VF6OOQZ+9CP45z+zrqRibd2aQujMmduvJ59MQXVnmjZNM5sHHgg1NWmms337NPvZtu32sU2bFBqbNUvPyY2NGsGWLWl2NXdt3pxmYNesefu1alWasX3xxe3XypUpMC9dmj7DqKtx47RwY9Cg7dfAgZ5wJEl6t10G1RBCI6BXjHFgCKENQIxxbVEqk1Q8uaDav3+2dai8HHlkSjqzZqV00rFj1hWVvZUr4fHH02rqJ55IofT119/9uFatoGdP6NUrjbmrS5f0x9Aonw4UBbJ5MyxZAosWpVneutfixWmnwdNPw003bX9O587pr1PuGjgwhWZJUvUKMe76SNQQwiMxxqOKUcyQIUPitGnTivFWknJihA4d0sa1pUvTNIyUr2OPTcfU/PnP8OEPZ11N2XnxRXjgge1bfRcsePdjunSBwYPfftXUQAjFr3dvvf56CqlPPpmuWbPStX792x+3774wdGhaXf6BD8Dw4QZXSaoEIYTpMcYheT02j6B6MWlP6q3Ahtz9McYG3wVjUJUysGxZ+q23Xbu0jq8cf/tVdn70I/j+9+GLX4Tf/Cbrakre66+nUHr//emaM+ft38/1qBo1CkaOhCOOSJ8jVbJt22DevDSD/PjjaVy48O2PadUKjj4ajj8+BddDD/WfKkkqRw0dVBfv4O4YY2zwMywMqlIG7r0XTjopTV14JqZ216RJMGJE6pTzzDNZV1OSli2DcePSNWFCWhqb07Jl2up7zDEpnA4e7MwhwIoVKbQ+/HCacZ437+3f79Il9e86/fR0pK8/M0kqD7sTVOttphRj7Lb3JUkqWe5P1d4YMiSdW7JwYdqY2Llz1hVlLkaYPx/+/vd0TZmy/XshpB/ZCSeka8SI1MRIb9epE5xxRrog7Up48MF0PfAA/Otf8Mtfpmu//WDs2BRax45Nfx0lSeWv3qAaQmgO/D9gFBCBR4Hfxhg3Fbg2ScVgUNXeaNIkTWndeWfq/ntu9TaFf/ZZuPlmuOWWt88AtmgBJ54IH/xgClL2nNp9NTXwqU+la9s2mDp1+yz13LnpZ37LLdC8OZxyCnzsY+ln3bx51pVLkvZUPkt//wysA/5Ye9fHgHYxxgbvmuHSXykDgwenriaPP57abUq76+c/hwsvhE9+Em64Ietqimr58tRH6uabYfLk7fe3bw+nnprC6fHHp+ZAKoyFC+Ef/4Dbb0//jOW0aZN+/h/9aNrX2iSfA/kkSQXV0HtUZ8UYB9Z3X0MwqEpFtmVL2iT3xhvpUMQ2bbKuSOVo9ux0nsiBB6blvxXe5eaNN+COO+D3v08NkbZtS/e3bJmC0cc/Dscd577JLCxZArfemmZXZ8zYfv/73pcm+z/96XSMjyQpG7sTVPM5aW1mCGF4nRcfBjy+i8fnHtc5hPBwCGFeCOHpEMLX8ilIUhE980z6rfuggwyp2nP9+qVNhcuWVXRDpfnz4VvfSstQzzor9SFr3Dg19fnTn+CVV+APf4AxYwypWencGb75TZg+PR31c+mlKZguXw7/8z/p3NmjjoLrr4cNG+p9OUlShvIJqsOAJ0IIz4cQngcmAqNDCE+FEGbv4nlbgG/EGA8FhgNfDiH02euKJTWc3P7UAQOyrUPlrVGj1LYW0j7VCrJ5cwqfo0alI1Euvzx1pO3XL614fumltE/y7LNd3ltqevaESy5JHzA89hicd16a9X700XR7//3hy19Oe1wlSaUnn6A6BugGjK69ugFjgVOAU3f2pBjjSzHGGbW31wHzgAP3tmBJDchGSmooxx2XxoceyraOBvLSS/CDH6RjUD75ybT3sVUr+Nzn0ok8s2fD175W+WecVoIQ0pm0116b/lx///vUbXndOvj1r6Fv3/TX9/bb024ISVJpyOd4mhf29k1CCF2BwcDkXT9SUlEZVNVQckH14YfTps1G+XwOWlpiTA2RrroK/vKX7aFlwAA4//zUSbZVq2xr1N5p3Ro+85l0zZkDv/oV3HhjWgjwz3+mpcNf+hJ8/vN+CCFJWSv4bxIhhFbAX4ELYoxrd/D9z4cQpoUQpq1YsaLQ5Uiqy6CqhnLwwWn6cfVqmDUr62p2y9atqXPvsGFppu2WW1LWPvNMmDAhNcX+3OcMqZWmXz/4zW/S1uqf/Qy6d0/NmL73vfRX+Wtfg+efz7pKSapeBQ2qIYSmpJB6U4zxbzt6TIzx6hjjkBjjkE6dOhWyHEl1rVsHixenri+2wdTeCmH7rGqZ7FPdtAmuvhp69057TKdOTcfKXHRR+l/jtttS450Kb2Jc9dq2hQsuSM2X7rkHTjgBXn89zax37w7nnAMzZ2ZdpSRVn4IF1RBCAK4B5sUYryjU+0jaQ08/ncZDD7VFqRpGmexTXbMmdYDt1g2+8AVYtChNCP/mN7B0Kfz4x2lGTdWlUaPUsfm++9Is+ic+ke6/5RY47LAUYB98MC0RlyQVXiFnVEcC/wYcG0J4svYaW8D3k7Q7XParhpbr/PvII+nYoxKzcuX2ZZ0XXZSOLBk0KB0ts2ABfPGL0KJF1lWqFAwcmLo9P/ccXHhhWvb9wANw/PGpMdP99xtYJanQChZUY4yPxRhDjHFAjHFQ7XV3od5P0m4yqKqhHXBAaqG6YQNMnJh1NW9ZvRr+/d/TDOqPfwxr18LRR6dzUGfMSMt+m9TbWlDVqEsXuOIK+Ne/4Ec/go4d01/tE0+EI49Mf4cMrJJUGOXXllFSwzCoqhBOOCGN992XbR3Aq6+mczS7doX//m9Yvx5OOikFjYcfTmHD/afKR7t2aTZ+8eK0bLxjx3RM0UknpQZc99xjYJWkhmZQlapRjAZVFcaJJ6bx/vszK2HNGvjhD9MM6n/+Z+obdvzx8MQTcPfdMHx4ZqWpzLVqBd/+dgqs//u/0KlTOtJo7Ng0wzphQtYVSlLlMKhK1WjZMli1KrU4ranJuhpVkqOOgn32SWtqi3zk2ObNcOWVcMgh8IMfpMB67LHw6KMpN48YUdRyVMFatYJvfSsF1ssuS4F10qS0pPykk1IzJknS3jGoStUo91vUoEGufVTDatEihdUYU/eZIti2LXVmPfTQdMzIqlUwahSMH58aEI8aVZQyVIVatoRvfjM1Xbr0UmjdOu1bHTw4HWvz7LNZVyhJ5cugKlWjukFVamhFXP770EMwdGgKBYsXp7A6blxqPDx6dMHfXgLSDOsll6RgesEF0KxZ+vCkd2/48pfhlVeyrlCSyo9BVapGs2alceDAbOtQZaobVAvUYWb27LTE8gMfgOnTU8Ph3/0u3X/aaS4UUDY6dYKf/QyeeQbOPRe2boVf/xp69EhLhDdvzrpCSSofBlWpGjmjqkLq2zclx5de2t60q4GsWAFf+EL6q3vvvdCmTTo2ZOFC+OxnPWZGpeGgg+D669MHJ2PHpiORvv1t6NMHbr/dDsGSlA+DqlRt1q2DRYvS2rTevbOuRpUohO3H1DTQ8t8334Sf/zzNTF19NTRuDF/9alpq+b3vwb77NsjbSA2qXz+46650fM2hh6a9rB/6UGryZcMlSdo1g6pUbWbPTmPfvimsSoWQW/7bAOep3ncfDBgAF16YOvmeeGL6a3zllek8S6nUjRmTdlz88pep2fr48XDYYWkVwPLlWVcnSaXJoCpVG/enqhg+8IE0s/roo/D663v0EgsXpv2mY8bA/PnQvTvcccf22SmpnDRtmhorLVqUGi41bgzXXAO9esFVV8GWLVlXKEmlxaAqVRv3p6oYOnaEww9P3WMeeWS3nrpxI3z/+2nS/4470pEf//u/MGcOnHKKjZJU3tq1Sw2X5szZvn/1a1+DI46AJ57IujpJKh0GVanaGFRVLHuw/Pfuu1NA/dGP0r7U885LHVS/9S3YZ58C1SlloFcvuPNO+PvfU/OlJ5+EkSPh059OTcMkqdoZVKVqsmXL9i6sLv1VoeWC6j331PvQpUvhrLPg5JPTeagDBsDjj8O118L73lfgOqWMhACnnw5z56amYE2bwnXXpRD729+m420kqVoZVKVqsnAhbNqUPr5v2zbralTpRoxIf88WLEgb83Zgy5bUzffQQ+Gvf4WWLeGnP01nox55ZJHrlTKy775pFcGcOXD88fDqq/ClL6X/hewOLKlaGVSlauKyXxVTkybbZ1Xvuutd3548Oe3Lu/BCWL8ePvhBmDcPvv51z0NVderZM62U//Of4cADYepUGDIEvvOdPe5JJklly6AqVRODqort5JPTWCeorlsH55+/fbbooINS06S//Q06d86oTqlEhAAf/nD60OarX4Vt21IzsQED4KGHsq5OkorHoCpVk9zRNAZVFctJJ6XfvCdMgPXrueee1CzpV79Kx3NcdBE8/XTq5itpu9at01nBTzwB/frBs8+mU58+/WlYvTrr6iSp8AyqUjVxRlXF1rEjDB/Oqjda8clTVzN2LCxZkk6umT4dfvzjtC9V0o4NH57+X/mv/0qdr6+7Lu3p/tOfIMasq5OkwjGoStVi+XJ4+WXYb7+01lIqghjhLwd9gz7M5Q/ju9C8eVrGOGlSWsooqX7NmsG//zvMng2jR8Mrr8DHPgannpo6ZktSJTKoStUit+x34MC0FFMqsJdegg99CD7ypzN5hfdyVLOJzJ4V+da3bJYk7YmePeGf/4Srr06fOd51V1oWfN11zq5KqjwGValauOxXRRIjXH899OkDf/87tG4d+U3bi3j4jZH02OBZG9LeaNQIPve51GzptNNgzZq0b/WUU2DZsqyrk6SGY1CVqsXMmWkcODDbOlTRli+H00+H886D116DsWPh6acDX/zwahoRd3hMjaTdt//+6YOgP/whHVd8991pdvXGG51dlVQZDKpStZg+PY2HH55tHapYf/lL+kX5jjvSssQbboA776w9cmYHx9RI2jshwCc+kTpnn3xy+nDo3HPTh0UvvZR1dZK0dwyqUjVYswYWLUotI/v0yboaVZjVq1Njl498BFatghNOgDlz4JOfrLMd+rjjUkeYyZNhxYpM65UqzQEHpA+IrrsufUh0xx3pGKibbnJ2VVL5MqhK1WDGjDQOHAhNm2ZbiyrKXXelX4j/9Kd0zMxvfgP33gs1Ne94YKtWcPTR6bfme+7JolSpooUAn/pU+pBozBh49dU02/qhD6UuwZJUbgyqUjVw2a8a2Nq18NnPpgYuy5fDqFGpsfQXv7iLptKnnprGceOKVqdUbWpq0n7Va66BNm3SPtb+/V11L6n8GFSlamBQVQOaMCGdgXrNNWk1+eWXw/jxcMgh9Tzx9NPTeO+9sHFjocuUqlYIqRPwU0+lhQyvvJI+VPrSl2DDhqyrk6T8GFSlamBQVQN44w347nfhmGPghRfSX6cZM+Ab34DGjfN4gc6dYcgQeP11ePDBgtcrVbsuXeChh+Cyy9IW8d/+FgYPhqlTs65MkupnUJUq3Zo1sHBh+i3FRkraQwsWwIgR8JOfpNmaSy6BiRP34K/UGWek8e9/b/AaJb1bo0bwzW/ClClpP/nChen/5f/8T9iyJevqJGnnDKpSpcudnzpgQAqr0m6IEa6+Os3CzJgBXbvCI4/ApZfuYV+uXFD9xz9g69aGLFXSLgwcCNOmwYUXpv/1LrkEjjoKnn0268okaccMqlKlc9mv9tCKFfDBD8IXvpC2lP7bv8GTT8LIkXvxon36QPfusHIlPP54g9UqqX7Nm8MVV8ADD8CBB6ZVEYMGwbXXeoyNpNJjUJUqXe5oGoOqdrshn7UAACAASURBVMN996VJ+HHj0rmMt9wCN96Ybu+VEFz+K2XsAx+A2bPT2cfr18NnPgNnnpnORJakUmFQlSqdM6raDZs2wQUXpHMYly9PSwNnz+b/t3ffYVJUWR/Hv3cCM2QkikSJikRFooEkIgqYBWRFBbOucX1NGFHXvAYMIIrgAgJrFkRWFkRJIkEEBRUEESRJDsOEev84Mw4gYYDpvtU9v8/z9FPVMz3dh6Gmuk/dc8+le/d8fJHdE1UN44h4Ubq0rX88bJgtY/Peeza6OmWK78hERIwSVZF4tmULLF5sc1Pr1/cdjYTcwoXQrBk8/zwkJcFjj8HEidY5NF+1aAHly8PSpbZ+hoh44Rz06mWtDJo3h19/teVsHnpIU8hFxD8lqiLxbM4cG7Fq0ECNlGS/gsDWRG3a1PLG2rVt7trdd+dx2ZlDlZgIXbvavsp/RbyrUcNGUu+6y84HDz4I7dpZ4ioi4osSVZF4prJfOYjNm6FnT+jb1xom9e5t05qbNo3wC593nm2VqIqEQnIyPP44fPYZHH20dfdu1Eh/oiLijxJVkXiWs6q7ElXZh1mzbNmZkSOhaFFrljRkCBQrFoUXb9fOXmjOHCsBFpFQyGm01LkzbNhg15RuuMEuZImIRJMSVZF4NnOmbZs39xuHhEoQwHPPQatWsGSJNVCZPduWn4ma1FQ45xzbHz06ii8sIgdTrhx89JEtZZOcDC+/bG8jCxf6jkxEChIlqiLxav16W8m9cGE44QTf0UhIrFsHXbrAbbdBejrcdJPNR61Tx0MwF19s21GjPLy4iBxIQgLceitMn27z1ufPtykBAweqWbeIRIcSVZF4lTOaetJJ1sJVCrzJk23O2SefwFFH2XIUL7xgg5tedOpk5b/ffGNDuyISOieeaH+ivXtb+e8118Cll1pTeRGRSFKiKhKvVPYr2TIzbbmJdu1g5Upo3Rrmzs1dztSbwoVzu/+q/FcktIoXt/nrw4bZfPYRI+wa6Lx5viMTkXimRFUkXuUkqs2a+Y1DvPrtN2jf3pabCAK4916YNCkCa6MeLpX/isSMXr1sdLVBA/jxR7sOqlJgEYkUJaoi8SgIYMYM21eiWmB99pk1Spo8GSpUsPv9+4esEvzMM224ZvZs+Okn39GIyEHUrWtvL1ddBWlpKgUWkchRoioSj5YutWZK5ctDtWq+o5Eoy8y0EdROnax50hlnWIlehw6+I9uH1FTo1s32Vf4rEhMKF7aR1Lffzi0FbtrUlrUREckvSlRF4tHuo6nO+Y1FomrtWktQH3rI7j/0EIwbZyOqoaXyX5GYdOmlth5z/fqweLGVAg8apFJgEckfSlRF4pHmpxZIX30FTZrAf/8LZcvC+PFw//2QmOg7soPo2BFKlLAOT4sX+45GRA7BccfZtdG+fWHnTrj6apvLqlJgETlSSlRF4pE6/hYoQQDPPgtt2ljzpFatYM4cK/mNCSkpKv8ViWFFithIak5X4OHDVQosIkdOiapIvElPt8Y0YJ8UJK5t2gQXXAC33w4ZGbadNAkqV/Yd2SHKKf8dMUJ1gyIxqlevv5YCv/66/qRF5PAoURWJN/PnW/1V7dpQurTvaCSC5s61tQzfe88qZ//zH3j6aUhO9h3ZYejYEcqUgQULtDijSAzLKQXu08feiq66Ci67DLZt8x2ZiMQaJaoi8SankZLKfuNWEMDgwdCiBfz8sy1B8803cP75viM7AoUKwSWX2P7bb/uNRUSOSJEiNpI6dKjtv/22vSX98IPvyEQklihRFYk306bZVo2U4tL27XDFFda4JC3NtlOnQq1aviPLB7162Xb4cFtjR0Ri2t/+Bl9/baOsCxbAySfDO+/4jkpEYoUSVZF4M3WqbVu39huH5LvFi20U9a23bB3DIUOsgUnhwr4jyyctWkDNmrBqFUyc6DsaEckH9epZstq9O2zdatu//x127fIdmYiEnRJVkXiyerXVghYtCg0b+o5G8tHo0dYba/58qFPHKrx79/YdVT5zLndUddgwv7GISL4pVswKJV56yebQv/ginHYaLF/uOzIRCTMlqiLxJGc0tUULSEryG4vki1274OabrSnuli22nTULGjTwHVmE5CSq776r7isiccQ5uOEG+PJLqFrVLradeKKt9ywisi9KVEXiyVdf2bZVK79xSL5YvtxGHV54IXcUYuRIKF7cd2QRVKsWtGxpSer77/uORkTyWbNmtoLaWWfB+vW2feABTUsXkb9SoioST3ISVc1PjXnjxkGTJjbqULUqTJkCN95ooxJxL2dUVd1/ReJSmTLw8cfwyCN2/+GHLWFdu9ZvXCISLkpUReLFzp22RolzVvorMSkzE/r1g86d4Y8/7MPb7NkFbLWhSy6xIeTPPoPff/cdjYhEQEIC3Hef/ZmXLQsTJlgpcE7jehERJaoi8WLWLEhPh/r1oWRJ39HIYVi9Gjp2hP797UNc//426lCmjO/IoqxMGcvUs7KsA4uIxK0OHWDOHJuxsmKFTXd4/nlbL1pECjYlqiLxQsvSxLQpU6zUd+JEKF/eRhfuvdcS1gIpp6Xx4MH6xCoS5ypXhkmT4NZbISMDbrnFGsdt3uw7MhHxqaB+BBKJP2qkFJOCAJ56Ctq2teVDTz3VRhfatfMdmWfnnAMVKsDChTB9uu9oRCTCkpPh2WdhzBhrGDdmDJx8si3JJSIFkxJVkXgQBBpRjUEbN8J558Gdd9rc1DvvtBHVY47xHVkIJCfD5Zfb/uuvew1FRKLnggtyl+BavNjm5w8d6jsqEfFBiapIPPjxR1i3zkagjj3WdzSSB7NnW+OQDz6wKcUffABPPKHlb/fQp49tR45UDaBIAVKnjhVS9O4NO3bY9pprrGegiBQcSlRF4sHuy9IUiPVLYlcQwMCBVqG9dKklq7NnQ9euviMLodq14fTTYft2S1ZFpMAoUgTefBMGDYKUlNzz5pIlviMTkWhRoioSD774wrYq+w21bdvgsstsZCAtzbZffQU1aviOLMT69rWtyn9FChzn7BQwbZqdJ+fMgZNOgg8/9B2ZiESDElWReDBpkm3btvUahuzfDz/YXKu337aRgmHD4NVXITXVd2Qhd8EFUKoUfP01zJvnOxoR8aBJE1smvFs3m9vfrRv83/9Zh2ARiV9KVEVi3bJl8MsvNtGxYUPf0cg+jBwJTZvCggVw3HEwcyb06uU7qhhRuHDuL2vwYL+xiIg3pUrBe+/ZXP7ERHjySeuOvnKl78hEJFKUqIrEusmTbXvaafbuLaGRlgY33gg9eljZb/fuNjB4wgm+I4sxOeW/w4ZZZxURKZCcy+2OXrHinutPi0j8iVii6px7wzm3xjn3XaReQ0TILftt08ZnFLKXX36BU06BAQNspZUBA2D4cChWzHdkMahRI1tQceNGeOcd39GIiGennZa73vSaNXDGGdC/P2Rl+Y5MRPJTJEdUhwCdIvj8IgJKVEPoo4/sKv+sWVC9ui1xe/31ash8RG64wbYvvmitk0WkQKtQAT77DPr1s1NCv35w9tm2UpuIxIeIJapBEHwB/BGp5xcRYPlyW+OkZEkbdRKvMjKswUfXrjb416WLLT3TtKnvyOLAJZdAmTL2C50xw3c0IhICiYnw8MMwdqydHj791C4STpvmOzIRyQ+aoyoSy3Lmp556quanerZypZWhPfmk/Vc88QS8/z4cdZTvyOJEamruXNWXXvIbi4iESqdOVgrcsiWsWGGlwc8/r+ILkVjnPVF1zl3tnJvlnJu1du1a3+GIxBaV/YbC55/bVfwpU6zBx8SJ1vAjwfsZNs5ce639UkeNgtWrfUcjIiFSpYq9Jd5yi1W33HILXHQRbNrkOzIROVzeP0YFQTAwCIKmQRA0LVeunO9wRGKLElWvsrLgkUeskceaNdC+Pcyda1fzJQKqV7d66vR0GDTIdzQiEjKFCsFzz8GYMVCiBPznPzb1Qkswi8Qm74mqiBymX3+FJUvs3bhxY9/RFDjr1kHnznD//Xa/Xz8YPx7Kl/cbV9y78UbbvvKKJawiInu54AL45htr3fDTT9CihS3DrFJgkdgSyeVpRgDTgLrOuRXOuT6Rei2RAilnNFXzU6Nu2jQr9R0/3hp4jBtnDT303xAF7dvDccfZpODRo31HIyIhVauWnav79oWdO217xRWwfbvvyEQkryLZ9bdHEAQVgyBIDoKgchAEgyP1WiIF0oQJtm3Xzm8cBUgQWFnZaadZw45WrayBx5ln+o6sAHEObrvN9p9+WkMkIrJfhQvbLIEhQ2z/rbegeXNYtMh3ZCKSFyr9FYlFQWALyIGypCjZtAkuvNBypIwM206aZA08JMr+9jersZ4zJ7eyQERkP3r3tlWt6taF776zeaujRvmOSkQORomqSCyaP9+6nh5zDNSr5zuauDd3Lpx0Erz7rk0JfvddeOYZSE72HVkBlZoKN9xg+08/7TcWEYkJDRrA11/bksxbt9r2ppsgLc13ZCKyP0pURWJRzmhqx45WCikREQTw6qvWiOPnn21e6uzZcN55viMTrr/eEtaxY2HBAt/RiEgMKF4cRoywpZiTk2176qnwyy++IxORfVGiKhKLdk9UJSI2bbIr7tddZ1fcr74apk6FmjV9RyYAlC1rnVEAnn3WbywiEjOcs4KML7+EatVslLVJE6uUEZFwUaIqEmt27IAvvrD9Dh38xhKncj64jB6dewX+tddsAE9C5NZb7VPn22/Db7/5jkZEYkizZlYh07UrbNxoS9rceKN1CBaRcFCiKhJrpkyxIb4TT4Ry5XxHE1dyuvq2bg1Ll9qvePZs6N7dd2SyT7Vr26fLXbs0V1VEDlnp0vD++/Cvf1kp8IAB0LIlLF7sOzIRASWqIrFHZb8RsX49dOtm3XzT0+Hmm63Ut1Yt35HJAd17r21few3WrPEbi4jEHOdyz/c1a1rzvBNPtEINEfFLiapIrFGimu++/BIaN4aPPoKjjoL33rMr7CkpviOTg2rcGLp0sZJ4zVUVkcPUtGluBc22bbYK1pVX2r6I+KFEVSSWrFplS9MULQqtWvmOJuZlZcHjj0ObNrBihZV8zZ0L557rOzI5JPfdZ9sBA2xoXETkMJQoAcOHw6BB1pPgzTfh5JPtbVdEok+JqkgsGT/etqefruG+I7R6NXTqBPfcA5mZcNddMHkyVK3qOzI5ZM2aWYXB1q3wwgu+oxGRGOYc9O1rTfXq1YPvv7dTzMCB1sdARKJHiapILPnoI9t27uw3jhj3+efQqBFMmGD9qMaNs5HV5GTfkclh69fPts8/Dxs2+I1FRGJe/fowc6aV/+7cCddcY2XBmzb5jkyk4FCiKhIr0tJy56eec47fWGLUrl02cnrGGTai2ratlfp26uQ7Mjlip5wC7drZp0h1ABaRfFC0KAweDP/+NxQrBqNGWaOlmTN9RyZSMChRFYkVkydbaWPDhrZKuRySxYttWu8TT1hp10MP2YjqMcf4jkzyzaOP2vZf/7IrESIi+aBnT2u01KQJLFli7yWPPmrTRkQkcpSoisSKnLLfLl38xhFjggDeeMOugn/zjeX4X3wB998PiYm+o5N81aKFrTG0fXtu0ioikg9q14Zp02wJs8xM6+HWti0sX+47MpH4pURVJBYEgRLVw7BhA1xyCfTpY0sM9OwJ8+ZB69a+I5OIeeQRGzJ/9VVYtsx3NCISR1JS4JlnrK/h0UfDlClW5PTOO74jE4lPSlRFYsF339mH7vLlrVe+HNQXX1jDpNGjoXhxGDbM5hmVLOk7MomoBg3sikR6Ojz4oO9oRCQOdewI334LXbvatPju3eHyy2HLFt+RicQXJaoisSBnNPXssyFBf7YHkp5uJVlt2sCvv0Lz5tYwqVcv35FJ1Dz0ECQlwdCh9mlSRCSflSsH778Pr7wChQvDW29B48YwY4bvyETihz7xisSCd9+1bbdufuMIuZ9/hlNPzZ2eeN99VppVo4bfuCTKataE66+HrCybUKbFD0UkApyDa6+1/geNG1ujpdatoX9/NVoSyQ9KVEXCbulSexcsWtTqjeQvgsAWY2/UyK5mV6kCkybZdEWtjVpAPfAAHHWULZr78ce+oxGROHb88TB9Otx+uyWo/fpZVY+myYscGSWqImGXM5p6zjlWXyR7WLXKfjXXXGMNky65xBomnXaa78jEq9KlLVkFuOMOW0RXRCRCUlJsCecJE6BiRfjyS5sy/+abKuoQOVxKVEXCbswY2154od84Qmj0aKhfH8aOtcGzESNg5EjbF+H666FuXVtE9+WXfUcjIgVAhw42Nf7886250pVX2qyd33/3HZlI7FGiKhJmK1ZYPVHhwnDWWb6jCY0NG6w50sUXwx9/wJlnwvz51nlR5E/JyTbEAdYBePVqr+GISMFQtqxdYx42zDrNf/SRXVTNue4sInmjRFUkzHLKfs86y+aoChMmWDnVv/8NRYrYQNm4cVCpku/IJJTOPhs6dbI1JO64w3c0IlJAOGcXVOfPhzPOgPXr4aKL4NJL7WKriBycElWRMBs92rYXXOA3jhDYvh1uusn6Sf32G7RoYcvOXHedfSAQ2Sfn4KWXIDUV3n4bJk70HZGIFCBVqsD48TBggF1cHT7cRlfHj/cdmUj4KVEVCatly6wbQ+HC0KWL72i8mjwZGja0fCM5GR57zJadqV3bd2QSE2rWtLWKwOatpqX5jUdEChTn7NQzdy60bAkrV1qhx7XXwtatvqMTCS8lqiJhNXy4bbt1g+LF/cbiydatcOON1ub/55+t5HfmTLj7bkhK8h2dxJQ77rDGSosWwZNP+o5GRAqg2rXtIuvjj9tF19des/e1//7Xd2Qi4aREVSSMgsDKFMEmtBRAn39ub+ADBlhS+sADMGuWLaoucshSUuCVV2y/f39YuNBvPCJSICUmwl135b6f/fKLzWHt2xc2bvQdnUi4KFEVCaN58+yDdJky1tK2ANm0ydZE7dDB3sCbNLE39AcfhEKFfEcnMa1tW+jTx9ZUvfxyyMjwHZGIFFANG1qF0KOP2nvb4MFwwgnWIVhEjBJVkTDKGU3t3t3qgwqITz+1JhMDB9obd//+MGMGNGrkOzKJG888A5Urw9df5y5dIyLiQXIy3HPPnnNXu3aFnj1h3Trf0Yn4p0RVJGwyM2HECNsvIGW/a9dC7962Cs+KFXDyyTB7Ntx7b4HK0yUaSpaE11+3/QcegAUL/MYjIgXe8cfb3NXnnrPOwCNGQL168M47NhNIpKBSoioSNp9+apdVa9WyNVjiWBDAkCH2Jj10qE0jfOIJmDrVSqBEIuLMM21C2K5ddoVk1y7fEYlIAZeYCLfcYuuutmtnF3C7d7d+isuX+45OxA8lqiJhM2iQbfv2jesFQhctsjfjK66whdDbt4fvvoM771RHX4mCZ56B6tXhm29s6F5EJARq1LAuwAMHQokSNmf1+ONtpkJ6uu/oRKJLiapImKxaBR9/bJna5Zf7jiYi0tLg4YetkcSkSVC2LAwbBhMm2CCySFSUKGFLQCUm2ifATz/1HZGICGDXqK+6Cr7/Hi6+GLZvh3/8A5o2henTfUcnEj1KVEXC5M03bY5qt25QoYLvaPLd5MnWGOmBB6za8sor4YcfoFevuB48lrBq2RIeecT2e/eG33/3G4+IyG6OOcbmqY4bB8ceC99+C61awXXXaSkbKRiUqIqERVZWbpOXq67yG0s+W73aSnzbtLGS37p1bTR18GBbgUfEmzvvtBr0NWvsiomWrBGRkOnUyabG3H23FYG8+iocd5w1XVKzJYlnSlRFwmLCBFi6FKpVs9W/40BGBrzwgiWmQ4bYkjMPPmjLxJ5+uu/oRLBPfcOGQfny8PnntlaEiEjIFCkCjz1mS9mccopdAO7ZEzp2tGXXReKRElWRsPjXv2x73XWQEPt/mpMmQZMmcPPNsGmTLT0zf76V/aak+I5OZDfHHAOjR9vc8KeegpEjfUckIrJPJ5xg02hefx1Kl7bGS40awW232XutSDyJ/U/DIvHg+++tmUvhwjFf9rtiBfToAW3bWqnSscfChx/CJ59AnTq+oxPZj9NOs0UMwSZPz5vnNx4Rkf1ISIA+fWDxYrj2Wmtt8dxz9h77xhs2k0gkHihRFQmD55+3be/edok0Bu3cCf/8p82bGTkSUlOtu++CBdCli5olSQy44Qb7G9yxA7p2tS7cIiIhVaYMvPKKrbJ1yik21b5PH2jeXN2BJT4oURXxbf16GDrU9m++2W8shyEILDE9/nhr9LBtG5x/vg0S9+tng8QiMcE5+9TXogUsXw7nnANbt/qOSkTkgJo0gS++sBW3KlWCWbOsqXnv3lblJBKrlKiK+PbyyzaCc9ZZNhwZQ6ZOtTfDHj3gl1+gfn0YPx7+8x+oXt13dCKHoXBhq1WvWRNmz4bu3dUJWERCzzl7L/7hB+sJV6iQXQOvUwfuvRc2b/YdocihU6Iq4tOWLblNlP7xD7+xHIKff4aLLoLWrWHGDFvydeBAmDPHOhCKxLRy5WDsWCvD/+QTa3CmNSBEJAYUKwaPPmqdgC+80K6DP/YY1Kpl18XT031HKJJ3SlRFfHr5ZfjjD5tc0qaN72gO6o8/4Pbbrcx3zBgbfOrXD3780XpAJSX5jlAkn9SpYyOrqanWXvPWW5WsikjMqFnTmplPnQqtWsHatTYNv359eP99nc4kNihRFfFl2zZ45hnb79cv1N2GtmyB/v2tg++zz1olZO/e1nHw4YeheHHfEYpEQOvW8N57kJxsDc/uu893RCIih6RlS/jyS5uSU7u2vW+fd541Op861Xd0IgemRFXEl1dftUuczZvDGWf4jmafdu60yuSaNS2X3rwZOnSwDoNDhkDlyr4jFImwTp1g1ChITLT6uYce0lCEiMQU56zJ4YIF8OKLULasJa+tW0PnzvaeLhJGSlRFfNi40T70Atx/f+hGU9PTYdAgu/p6662WT7dsCRMnwoQJ1mFQpMA491wYNswWL3zwQfi//1OyKiIxJzkZbrwRfvrJCkSKFYNx46BpU0tk58/3HaHInpSoivjw+OM24fP0063bb0ikp9tIab16cPXV1ta+USP4+GP46ito29Z3hCKe9OgBI0bYROynnoLrr4esLN9RiYgcspIl4ZFHYMkSuOMOm4r/3nv2ft+jByxa5DtCEaNEVSTali2z+W4ATz8ditHUtDR47TXrH3PFFXa1tXZtWx919mw4++xQhCni18UXWxeSlBQr3e/Rw1pqiojEoHLl7LrbkiVw00024jpypF2s7tkTvvvOd4RS0ClRFYm2e+6xzLBnT6u38WjHDpuvUqsWXHutrYVat66tvbZwIVxyiVU7iki2s8+2WrnixW3uavv2VhsvIhKjKlaEF17I7eCfkGAFJA0a2MyHmTN9RygFlT6CikTT55/D8OE2IvPoo97C2LTJrqLWqAF//7uV+Navb1dSFyyAv/1NS82I7FfbttYus2pVmDbNGqItXOg7KhGRI1K1qq2J/vPPNpc1NRU++CC35+OkSZqeL9GlRFUkWnbutGFLsBa61atHPYTly20d1CpV4M474fff4cQTbW7KvHk2gpqYGPWwRGJP/fowfbpVRSxdCs2a2QiriEiMq1rVqq1++cV6xxUrBv/9r12ja9XK1mfNyPAdpRQESlRFouXRR23y5wknwD/+EdWXnjXLptPVqGHroG7ZAu3awdix9r1zz1WJr8ghq1jRhhh69rR1kS+5BG65xbqSiYjEuAoV4J//tIvcDz0EpUvb9bmLL7YpQ888YxVaIpHighCN4Tdt2jSYNWuW7zBE8t/s2dCihX2AzVm8LMIyMuCjj6xv0+TJ9rXEROjeHW67zUZSRSQfBAEMGGB/WOnpcNJJtpzN8cf7jkxEJN9s2wZvvWXrq//4o32tWDHo08emEdWo4Tc+iQ3OuW+CIMhTkxaNoYhE2tatNpyZnm6TPiKcpK5aZW3nq1e3ddEmT7a+L3fcYRWKb7+tJFUkXzlnf9uTJ0O1avDNN/ZH9vzzWsJGROJG0aK2MtcPP8CHH1op8NatdqqrXRu6drVKrcxM35FKvNCIqkik9e0LgwfbnLaZM6Fw4Xx/iSCwz8gvv2zzTXPmjtSpA9ddB1deCSVK5PvLisjeNm+28t8337T7bdvaUjZ16viNS0QkAubOheeesy7BObMeqla1tdivvNJmSIjs7lBGVJWoikTS0KHQu7d1+Z01y5LVfLRqlY2QvvkmfP+9fS0x0eacXnedzUPV+qciHnzwga3zsHYtFCpk89LvuQeKFPEdmYhIvluzxj6LDBxo67KCrR5w7rmWtLZrp2aNYpSoioTBtGnQpg3s2mUjKtdcky9Pu3OnzT0dMgQ+/TS3srBiRXszuOoqqFQpX15KRI7E2rVw113wxht2v1o16z5y/vm6giQicSkryzoEv/qqlQfnlAFXrgy9esFll2n6fkGnRFXEt2XLbLmKNWvghhvgpZeO6OmCAGbMsP4sI0bAhg329aQk6NIFLr8czjoLkpOPPHQRyWdTp9rErnnz7P7JJ8Njj0GHDn7jEhGJoJUrbebTm29aj4wcTZtawtq9O5Qr5y8+8UOJqohPq1bBaafZUjTt28O4cYeVQQaBVQu/846tWbZ8ee73mjSx5LRHD53kRWJCRobVxD38MKxebV9r1w7uv9/OFxphFZE4FQTw1Vc2G+qdd2wqP9jF9o4d4cILoVs3W/5G4p8SVRFf1qyxct/vv7ds8vPP4aij8vzjQQBz5tiJfNQoW2w7R6VKtnZZ797QqFG+Ry4i0bBtG7zwAjz5JGzcaF87+WSbw3r++ZrEJSJxbccOm740dKhNX8opDU5Ksmt3F15o81p1ET5+KVEV8WHpUqu/XbTImib9739QtuxBf2zHDnvoRx/Bxx/DihW536tYES66yBLUli0hQQtKicSHDRtsTYeXXoL16+1rxx5rE80vvxyOPtprnFd/AQAADTtJREFUeCIikbZmja1UMGaMfQ7KSVoTEuyaf5cu0LmzmqbHGyWqItE2axacc46V9DVoABMmQIUK+334ihW21tjHH1vTgR07cr939NFwwQWWnJ5yipJTkbi2fbtN4Hr22T1bZXbtams7nHGGdQ0WEYlj69ZZs/QxY+xzUc4yewC1alnC2rkznH46pKb6i1OOnBJVkWgJAmttd+utkJZmzVHGjIGSJfd42Pr1MGmSVQJPnGiDrrs76STLc885B048UcmpSIGTmWl1cIMG2RWsnKGFUqXgvPOstKJ9eyWtIhL3NmyATz6xC/qffprbQBJsha+2be3Wpg00bqwZE7FGiapINPz+u3X0ffddu3/11fDii1CoEGvX2uo0U6ZYcjp3ruW0OYoVs5Nsly5w9tlwzDF+/gkiEkIrV8Jbb1mL7/nzc79eqpR1HunUCc48UycOEYl7GRkwc6YlrWPHWh+P3ZUsaf3o2rSxW6NGSlzDTomqSCSlp8Nrr8G998LmzWQUP4r594xgWokzmTbNEtSff97zRwoVglatbECkXTvrnaKlZETkoL7/3tp+jxoFCxbs+b369e2k0rq13ZS4ikicW7nSBgAmTbJbzoyJHMWK2fI3zZpB8+Z209ry4aJEVSQS0tPZNngk8x95n7kryzGXxswr1YZv0+qwfceetbpFilgy2qqVJaatW0Phwp7iFpH48OOPMH683SZOtPmtuzv2WDvpNGli9XCNGuWpoZuISKxatgwmT85NXHdfrzVHpUqWuDZubG1EGja006WmWfmhRFXkCG3YYPNIFy2CxTP+YNH/VjL/x1R+zKxBwF/PbDVrQosW1pm3ZUs7CSYleQhcRAqGtDRbmHDKFNtOnw5btvz1cZUqWcJaty7Urp17q1JFn9JEJO6sXm2lwjNm2G3mzNx1W3dXtKgVpTRsCCeckHtqrF5dFW+RFppE1TnXCXgeSAReD4Lgnwd6vBJViZZt22D5crstW5a7v2QJLFoUsG6d2+fPJZFOvSpbaXx6SRo1Sfhz0KJMmSj/A0REdpeZafNZZ86EefNsYvy8eXay25eUFKhRwxLWypUtod19e/TRULq0PrGJSEzLyoLFi+Hrr+0U+e23tl25ct+PT0y0ZDUnca1WzU6TOafKihU1EHGkQpGoOucSgcXAGcAK4GugRxAEC/f3M0pU5XBkZNjVsk2bcrcbNthVtTVr7Jazv3q13f7448DPWYRt1GExdVlE3ZRl1GlagnpXNKfepU1ISd13EisiEipZWTZh/ttvrWx499vvv+ftOUqWtPLhMmVsW7asJbAlSkDx4vu/FStmyXBqqm31yU5EQmT9+tzE9fvv7bT40082aHGg1Cgx0ZLVypWhXLk9b2XL5u6XKmWnwhIlbOqX00fHP4UlUW0JPBgEwZnZ9+8GCILg8f39TJgT1beu+pI/1tqiTkHggGC3ff48qgNyj8S9f7W737f9vZ4j+xl2v7/Hz+T+yH6e7+Df+zO+veMNgkOMPS+vtffj9vF72+vfCwGZWQmkZSaxM2O3W2YSadnbnRlJbNtViE27UtmUlsr29ENfrqEQaVThV6qxjKospyrLqcYyqrGMOu4nKjUoTcKpraFbN1u0S0tCiEg82bzZJnP99pst7LxixZ77a9bYFb2srPx5vcTEPRPXvbeJiZbMJiXte/9AX0tIsE+BR3rLy/PkBz1PdJ5H5DDsTE9kyfqS/Li2FD+uK8WvG4rz68bi/LqxGL9uLM7qLUUP+TkTXBbFU9IpkZpG8ZR0iqfuokhyBilJmRRKyiQlMZOUpNxboez7SYlZOCDBBSS4wE5T+9zP3mJ/PhUqJ9PjxVb5/rvJL4eSqEbyEmcl4Nfd7q8Amkfw9SLq8aHHsGhXDd9hyD44sijBZkqy6c9tKTZSgdWUZ82f2933y7GWhOLFoEIFm2Baty7UOQmO72VdkIoX9/3PEhGJnBIlbN5Co0b7f0xWFmzcCOvW2fBDznb9epsPe6Dbtm02j3bnTrtlZlrzp70bQImIhEgqUC/7ti+7SOY3KvEblVhLuT9v6yi7x/3NlGAzJdhCcXYGhdm0M4VNO1Oi8m9oWmQhPV6MyktFXCQT1X1dEvvL8K1z7mrgaoCqVatGMJwjc9npy1m7LjfvdgR//gtd7hf3vM9fLwzufn+fz5F9Z3/P4Vywx6Ptvv2Q2/3X6/a8v+dzHCCmAz2O4M8v/vnc+7i/v9fd7/Pv9e9NSAhITcokNSmDlKQM20/Ovp+YQWpyJkUKZVAyNY2SqWkUTd5FQuJeL5SQYDPli1SEIjWt7qJIEUtAK1SA8uXVhldE5EASEqzMt3TpI3+ujAxLWHOS192T2LQ0S2QzMv66PdjXMjIsoQ6C/Lkd6Lnyg54nOs8jEiGFgGOzb7m2Zd+W7fNn0jMT2JKeypZdKWzeZdsdGcmkZSaRlpnErqyk7P1Eu5/99czAkRUk2KkpcGThCAJn+4Ej4K/7AFUqB+w/1Y4tkUxUVwBVdrtfGfjL1OUgCAYCA8FKfyMYzxG557M2vkMQERGJTUlJNm+1WDHfkYiIRFUyUDr7Jocmkr3pvwZqO+eOdc4VAroDH0bw9URERERERCQORGxENQiCDOfcjcB4bHmaN4IgWBCp1xMREREREZH4ENF+8UEQjAXGRvI1REREREREJL5EsvRXRERERERE5JApURUREREREZFQUaIqIiIiIiIioaJEVUREREREREJFiaqIiIiIiIiEihJVERERERERCRUlqiIiIiIiIhIqSlRFREREREQkVJSoioiIiIiISKgoURUREREREZFQUaIqIiIiIiIioaJEVUREREREREJFiaqIiIiIiIiEihJVERERERERCRUlqiIiIiIiIhIqSlRFREREREQkVJSoioiIiIiISKi4IAh8x/An59xaYJnvOOSIlQXW+Q5C4oaOJ8kvOpYkP+l4kvyk40nyU5iPp2pBEJTLywNDlahKfHDOzQqCoKnvOCQ+6HiS/KJjSfKTjifJTzqeJD/Fy/Gk0l8REREREREJFSWqIiIiIiIiEipKVCUSBvoOQOKKjifJLzqWJD/peJL8pONJ8lNcHE+aoyoiIiIiIiKhohFVERERERERCRUlqnLYnHOdnHOLnHM/Oefu2sf3U5xz72R/f4Zzrnr0o5RYkIdj6Tbn3ELn3LfOuc+dc9V8xCmx4WDH026Pu9A5FzjnYr4zokROXo4n59zF2eeoBc654dGOUWJHHt7vqjrn/uecm5P9ntfZR5wSfs65N5xza5xz3+3n+84590L2sfatc+7EaMd4pJSoymFxziUCA4CzgHpAD+dcvb0e1gfYEARBLeA54InoRimxII/H0hygaRAEDYExwJPRjVJiRR6PJ5xzxYG/AzOiG6HEkrwcT8652sDdQOsgCE4Abol6oBIT8nh+ug8YFQRBE6A78HJ0o5QYMgTodIDvnwXUzr5dDbwShZjylRJVOVzNgJ+CIFgSBMEuYCTQba/HdAPeyt4fA7R3zrkoxiix4aDHUhAE/wuCYHv23elA5SjHKLEjL+cmgEewCx47oxmcxJy8HE9XAQOCINgAEATBmijHKLEjL8dTAJTI3i8JrIxifBJDgiD4AvjjAA/pBgwNzHSglHOuYnSiyx9KVOVwVQJ+3e3+iuyv7fMxQRBkAJuAMlGJTmJJXo6l3fUBxkU0IollBz2enHNNgCpBEHwczcAkJuXl/FQHqOOc+8o5N905d6ARDinY8nI8PQj0cs6tAMYCN0UnNIlDh/r5KnSSfAcgMWtfI6N7t5DOy2NE8nycOOd6AU2B0yMakcSyAx5PzrkEbCrC5dEKSGJaXs5PSVhpXRus2mOKc65+EAQbIxybxJ68HE89gCFBEDzjnGsJDMs+nrIiH57EmZj/HK4RVTlcK4Aqu92vzF/LU/58jHMuCSthOVCJghRMeTmWcM51AO4FugZBkBal2CT2HOx4Kg7UByY5534BWgAfqqGS7Ede3+s+CIIgPQiCpcAiLHEV2Vtejqc+wCiAIAimAalA2ahEJ/EmT5+vwkyJqhyur4HazrljnXOFsAn/H+71mA+B3tn7FwITAy3cK3910GMpu1TzNSxJ1fwvOZADHk9BEGwKgqBsEATVgyCojs157hoEwSw/4UrI5eW97n2gLYBzrixWCrwkqlFKrMjL8bQcaA/gnDseS1TXRjVKiRcfApdld/9tAWwKgmCV76AOhUp/5bAEQZDhnLsRGA8kAm8EQbDAOfcwMCsIgg+BwVjJyk/YSGp3fxFLWOXxWHoKKAaMzu7HtTwIgq7egpbQyuPxJJIneTyexgMdnXMLgUzgH0EQrPcXtYRVHo+n24FBzrlbsTLNy3WRX/bFOTcCm3JQNntO8wNAMkAQBK9ic5w7Az8B24Er/ER6+JyOfREREREREQkTlf6KiIiIiIhIqChRFRERERERkVBRoioiIiIiIiKhokRVREREREREQkWJqoiIiIiIiISKElUREREREREJFSWqIiIiIiIiEipKVEVERERERCRU/h/jGEfUs+G/7QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f4e8e0080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "distrs = [unif, bino, guass, bet]\n",
    "for distri in distrs:\n",
    "    distri()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
